Copyright: ©Author(s) 2026.
World J Diabetes. Apr 15, 2026; 17(4): 117215
Published online Apr 15, 2026. doi: 10.4239/wjd.v17.i4.117215
Published online Apr 15, 2026. doi: 10.4239/wjd.v17.i4.117215
Table 1 Baseline characteristics of the study participants
| Variable | Total (n = 7702) | Incident diabetes (-; n = 6008) | Incident diabetes (+; n = 1694) | P value |
| Age (years) | 51.7 ± 8.8 | 51.3 ± 8.8 | 52.8 ± 8.5 | < 0.001 |
| Female | 4089 (53.1) | 3233 (53.8) | 856 (50.5) | 0.017 |
| Current smoking | 1917 (25.2) | 1457 (24.6) | 460 (27.4) | 0.018 |
| Heavy alcohol drink | 732 (9.8) | 541 (9.3) | 191 (11.6) | 0.007 |
| Physical activity | 4522 (59.7) | 3533 (59.9) | 989 (59.3) | 0.652 |
| Family history of diabetes | 773 (10.0) | 546 (9.1) | 227 (13.4) | < 0.001 |
| Hypertension | 970 (12.6) | 619 (10.3) | 351 (20.7) | < 0.001 |
| Hyperlipidemia | 697 (9.1) | 506 (8.4) | 191 (11.3) | < 0.001 |
| Cardiovascular disease | 163 (2.1) | 125 (2.1) | 38 (2.2) | 0.682 |
| Chronic kidney disease | 167 (2.2) | 121 (2.0) | 46 (2.7) | 0.088 |
| Fatty liver | 1563 (20.4) | 1005 (16.8) | 558 (33.2) | < 0.001 |
| eGFR (mL/minute/1.73 m2) | 91.5 ± 16.7 | 91.6 ± 16.5 | 91.1 ± 17.3 | 0.235 |
| Body mass index (kg/m2) | 24.4 ± 3.1 | 24.2 ± 3.0 | 25.3 ± 3.2 | < 0.001 |
| Waist circumference (cm) | 82.1 ± 8.7 | 81.4 ± 8.6 | 84.7 ± 8.6 | < 0.001 |
| Systolic blood pressure (mmHg) | 120.5 ± 18.0 | 119.2 ± 17.7 | 124.9 ± 18.3 | < 0.001 |
| Diastolic blood pressure (mmHg) | 79.9 ± 11.4 | 79.2 ± 11.3 | 82.5 ± 11.2 | < 0.001 |
| Fasting plasma glucose (mg/dL) | 82.6 ± 8.5 | 81.5 ± 7.8 | 86.5 ± 9.7 | < 0.001 |
| Post-load glucose 120 minutes (mg/dL) | 114.0 ± 30.0 | 108.4 ± 26.8 | 133.7 ± 32.6 | < 0.001 |
| Fasting serum insulin (μIU/mL) | 7.55 ± 4.78 | 7.44 ± 4.72 | 7.95 ± 4.96 | < 0.001 |
| Glycated hemoglobin | 5.54 ± 0.34 | 5.49 ± 0.32 | 5.74 ± 0.34 | < 0.001 |
| Total cholesterol (mg/dL) | 189.3 ± 34.0 | 187.9 ± 34.0 | 194.2 ± 33.7 | < 0.001 |
| HDL-C (mg/dL) | 45.0 ± 10.1 | 45.5 ± 10.1 | 43.2 ± 9.7 | < 0.001 |
| Triglycerides (mg/dL) | 152.7 ± 84.1 | 144.4 ± 77.5 | 182.1 ± 98.8 | < 0.001 |
| Sampson-NIH2 LDL-C (mg/dL) | 117.2 ± 30.8 | 116.7 ± 30.8 | 119.0 ± 30.7 | 0.006 |
| Non-HDL-C (mg/dL) | 144.3 ± 33.2 | 142.4 ± 33.1 | 151.0 ± 33.0 | < 0.001 |
| Remnant cholesterol (mg/dL) | 27.1 ± 13.9 | 25.7 ± 12.8 | 32.0 ± 16.2 | < 0.001 |
| Blood urea nitrogen (mg/dL) | 14.3 ± 3.6 | 14.2 ± 3.6 | 14.4 ± 3.7 | 0.022 |
| Creatinine (mg/dL) | 0.84 ± 0.19 | 0.84 ± 0.19 | 0.85 ± 0.20 | 0.042 |
| Aspartate aminotransferase (U/L) | 29.1 ± 16.8 | 28.7 ± 17.0 | 30.5 ± 15.0 | < 0.001 |
| Alanine aminotransferase (U/L) | 26.9 ± 21.7 | 25.7 ± 19.6 | 31.0 ± 27.6 | < 0.001 |
| γ-glutamyl transpeptidase (U/L) | 31.9 ± 58.0 | 28.5 ± 42.4 | 44.0 ± 93.5 | < 0.001 |
Table 2 Association of remnant cholesterol with incident type 2 diabetes
| Model | Total cholesterol | Triglycerides | Sampson-NIH2 LDL-C | Non-HDL cholesterol | Remnant cholesterol |
| 1 | 1.20 (1.14-1.26) | 1.35 (1.30-1.39) | 1.08 (1.03-1.14) | 1.27 (1.22-1.34) | 1.36 (1.31-1.40) |
| 2 | 1.19 (1.13-1.24) | 1.34 (1.29-1.38) | 1.08 (1.03-1.13) | 1.26 (1.20-1.32) | 1.35 (1.30-1.40) |
| 3 | 1.10 (1.05-1.16) | 1.25 (1.20-1.30) | 1.02 (0.97-1.07) | 1.15 (1.10-1.21) | 1.26 (1.21-1.31) |
| 4 | 1.04 (0.99-1.09) | 1.25 (1.20-1.30) | 0.97 (0.92-1.02) | 1.10 (1.04-1.16) | 1.25 (1.20-1.30) |
Table 3 Comparison of predictive performance of lipid parameters for incident type 2 diabetes
| All (n = 7304) | Triglyceride < 400 mg/dL (n = 7172) | Triglyceride ≥ 400 mg/dL (n = 132) | |
| IDI | |||
| Remnant cholesterol vs triglycerides | 0.001 (-0.005 to 0.006) | -0.001 (-0.007 to 0.004) | 0.004 (-0.053 to 0.049) |
| Remnant cholesterol vs non-HDL-C | 0.033 (-0.038 to 0.093) | 0.050 (0.015-0.120) | -0.006 (-0.110 to 0.085) |
| NRI | |||
| Remnant cholesterol vs triglycerides | 0.061 (-0.433 to 0.567) | 0.076 (-0.471 to 0.478) | 0.542 (-1.306 to 1.797) |
| Remnant cholesterol vs non-HDL-C | 0.351 (-0.127 to 0.699) | 0.534 (0.096-0.882) | -0.470 (-1.758 to 0.990) |
- Citation: Jun JE, Hwang YC, Ahn HY, Jeong IK, Ahn KJ, Chung HY, Ryu HJ. Remnant cholesterol and the risk of incident type 2 diabetes: A community-based 14-year prospective cohort study. World J Diabetes 2026; 17(4): 117215
- URL: https://www.wjgnet.com/1948-9358/full/v17/i4/117215.htm
- DOI: https://dx.doi.org/10.4239/wjd.v17.i4.117215
